{ "communityAttemptedAt": "2026-10-09T02:26:01.864578+00:00", "communityError": null, "communitySample": {}, "communityUpdatedAt": "2026-10-09T02:26:01.864578+00:00", "frameworkAttemptedAt": "2026-10-09T02:26:01.864578+00:00", "frameworkError": null, "frameworkStats": { "text-generation": { "Ascend_910-b3": { "llamacpp": { "framework": "llamacpp", "modelCount": 41692, "officialConfigError": null, "officialConfigValid": true, "successCount": 20610, "successRate": 0.49433944161949533, "wilsonLowerBound": 0.48954095073732595 }, "vllm": { "framework": "vllm", "modelCount": 55823, "officialConfigError": null, "officialConfigValid": true, "successCount": 15269, "successRate": 0.2735252494491518, "wilsonLowerBound": 0.2698430001338637 }, "vllm_0.23.0": { "framework": "vllm_0.23.0", "modelCount": 0, "officialConfigError": "framework_mismatch", "officialConfigValid": false, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 4108, "officialConfigError": null, "officialConfigValid": true, "successCount": 1237, "successRate": 0.3011197663096397, "wilsonLowerBound": 0.2872823790231724 } }, "Ascend_910-b4": { "llamacpp": { "framework": "llamacpp", "modelCount": 36452, "officialConfigError": null, "officialConfigValid": true, "successCount": 17028, "successRate": 0.4671348622846483, "wilsonLowerBound": 0.4620167639123405 }, "vllm": { "framework": "vllm", "modelCount": 39510, "officialConfigError": null, "officialConfigValid": true, "successCount": 10970, "successRate": 0.27765122753733235, "wilsonLowerBound": 0.2732570393453865 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 12307, "officialConfigError": null, "officialConfigValid": true, "successCount": 5176, "successRate": 0.4205736572682213, "wilsonLowerBound": 0.41187808847299867 } }, "Cambricon_mlu-370-x4": { "vllm": { "framework": "vllm", "modelCount": 26586, "officialConfigError": null, "officialConfigValid": true, "successCount": 3267, "successRate": 0.12288422477995938, "wilsonLowerBound": 0.11899217262171444 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 16503, "officialConfigError": null, "officialConfigValid": true, "successCount": 1676, "successRate": 0.10155729261346422, "wilsonLowerBound": 0.09704095724971204 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 15068, "officialConfigError": null, "officialConfigValid": true, "successCount": 5984, "successRate": 0.39713299707990446, "wilsonLowerBound": 0.38934736274008724 } }, "Cambricon_mlu-370-x8": { "vllm": { "framework": "vllm", "modelCount": 24679, "officialConfigError": null, "officialConfigValid": true, "successCount": 3805, "successRate": 0.1541796669232951, "wilsonLowerBound": 0.14972799918680002 }, "vllm-customized": { "framework": "vllm-customized", "modelCount": 8123, "officialConfigError": null, "officialConfigValid": true, "successCount": 544, "successRate": 0.066970331158439, "wilsonLowerBound": 0.061736366111672984 }, "vllm-mlu": { "framework": "vllm-mlu", "modelCount": 50638, "officialConfigError": null, "officialConfigValid": true, "successCount": 12722, "successRate": 0.25123425095777874, "wilsonLowerBound": 0.24747549419208276 } }, "Iluvatar_bi-100": { "transformers": { "framework": "transformers", "modelCount": 23813, "officialConfigError": null, "officialConfigValid": true, "successCount": 3124, "successRate": 0.13118884642842146, "wilsonLowerBound": 0.1269602147665033 }, "vllm": { "framework": "vllm", "modelCount": 86953, "officialConfigError": null, "officialConfigValid": true, "successCount": 9771, "successRate": 0.11237105102756662, "wilsonLowerBound": 0.11028893820339677 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 45618, "officialConfigError": null, "officialConfigValid": true, "successCount": 5497, "successRate": 0.1205006795563155, "wilsonLowerBound": 0.11754514159473752 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 45419, "officialConfigError": null, "officialConfigValid": true, "successCount": 3644, "successRate": 0.08023074043902331, "wilsonLowerBound": 0.07776778085221248 } }, "Iluvatar_bi-150": { "llamacpp": { "framework": "llamacpp", "modelCount": 92169, "officialConfigError": null, "officialConfigValid": true, "successCount": 22956, "successRate": 0.24906421898903103, "wilsonLowerBound": 0.2462826821390413 }, "transformers": { "framework": "transformers", "modelCount": 5498, "officialConfigError": null, "officialConfigValid": true, "successCount": 581, "successRate": 0.10567479083303019, "wilsonLowerBound": 0.09782210371120935 }, "vllm": { "framework": "vllm", "modelCount": 112840, "officialConfigError": null, "officialConfigValid": true, "successCount": 16530, "successRate": 0.14649060616802553, "wilsonLowerBound": 0.14443947773088775 }, "vllm_0_17_0_corex_4_4_0": { "framework": "vllm_0_17_0_corex_4_4_0", "modelCount": 22635, "officialConfigError": null, "officialConfigValid": true, "successCount": 3933, "successRate": 0.17375745526838965, "wilsonLowerBound": 0.16887674015329082 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 43580, "officialConfigError": null, "officialConfigValid": true, "successCount": 5669, "successRate": 0.13008260670032123, "wilsonLowerBound": 0.12695682712735903 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 7862, "officialConfigError": null, "officialConfigValid": true, "successCount": 728, "successRate": 0.09259730348511828, "wilsonLowerBound": 0.08638724845652866 } }, "Iluvatar_mrv-100": { "transformers": { "framework": "transformers", "modelCount": 205, "officialConfigError": null, "officialConfigValid": true, "successCount": 37, "successRate": 0.18048780487804877, "wilsonLowerBound": 0.13387369642098657 }, "vllm": { "framework": "vllm", "modelCount": 33892, "officialConfigError": null, "officialConfigValid": true, "successCount": 6641, "successRate": 0.19594594594594594, "wilsonLowerBound": 0.1917546145422252 } }, "Kunlunxin_p-800": { "vllm": { "framework": "vllm", "modelCount": 61461, "officialConfigError": null, "officialConfigValid": true, "successCount": 12418, "successRate": 0.20204682644278485, "wilsonLowerBound": 0.19889102513372375 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 14438, "officialConfigError": null, "officialConfigValid": true, "successCount": 4132, "successRate": 0.28618922288405596, "wilsonLowerBound": 0.278874257660659 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 15134, "officialConfigError": null, "officialConfigValid": true, "successCount": 3709, "successRate": 0.2450773093696313, "wilsonLowerBound": 0.23828954653163273 } }, "MetaX_c-500": { "vllm": { "framework": "vllm", "modelCount": 66910, "officialConfigError": null, "officialConfigValid": true, "successCount": 18439, "successRate": 0.2755791361530414, "wilsonLowerBound": 0.2722065433410296 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 771, "officialConfigError": null, "officialConfigValid": true, "successCount": 471, "successRate": 0.6108949416342413, "wilsonLowerBound": 0.5760113236474528 } }, "Mthreads_s4000": { "llamacpp": { "framework": "llamacpp", "modelCount": 48158, "officialConfigError": null, "officialConfigValid": true, "successCount": 21542, "successRate": 0.4473192408322605, "wilsonLowerBound": 0.4428827505391757 }, "vllm": { "framework": "vllm", "modelCount": 39296, "officialConfigError": null, "officialConfigValid": true, "successCount": 4614, "successRate": 0.11741653094462541, "wilsonLowerBound": 0.11427095431650622 }, "vllm_tokenizer_patch": { "framework": "vllm_tokenizer_patch", "modelCount": 1021, "officialConfigError": null, "officialConfigValid": true, "successCount": 0, "successRate": 0.0, "wilsonLowerBound": 0.0 } }, "Sunrise_pt-200-x1": { "sglang": { "framework": "sglang", "modelCount": 6286, "officialConfigError": null, "officialConfigValid": true, "successCount": 192, "successRate": 0.030544066178810055, "wilsonLowerBound": 0.02656844784963345 }, "vllm": { "framework": "vllm", "modelCount": 10074, "officialConfigError": null, "officialConfigValid": true, "successCount": 757, "successRate": 0.07514393488187412, "wilsonLowerBound": 0.07015631379603524 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 7100, "officialConfigError": null, "officialConfigValid": true, "successCount": 3106, "successRate": 0.43746478873239436, "wilsonLowerBound": 0.4259625409702927 } }, "Vastai_va16": { "vllm": { "framework": "vllm", "modelCount": 7412, "officialConfigError": null, "officialConfigValid": true, "successCount": 244, "successRate": 0.03291958985429034, "wilsonLowerBound": 0.029093335268996913 }, "vllm_fix_tokenizer": { "framework": "vllm_fix_tokenizer", "modelCount": 16981, "officialConfigError": null, "officialConfigValid": true, "successCount": 5058, "successRate": 0.2978623167069077, "wilsonLowerBound": 0.2910301678031268 } }, "hygon_k100-ai": { "llamacpp": { "framework": "llamacpp", "modelCount": 28014, "officialConfigError": null, "officialConfigValid": true, "successCount": 14291, "successRate": 0.5101377882487328, "wilsonLowerBound": 0.504282846472778 }, "vllm": { "framework": "vllm", "modelCount": 66748, "officialConfigError": null, "officialConfigValid": true, "successCount": 7074, "successRate": 0.10598070354167916, "wilsonLowerBound": 0.1036681382164597 }, "vllm-patch-tokenizer": { "framework": "vllm-patch-tokenizer", "modelCount": 13472, "officialConfigError": null, "officialConfigValid": true, "successCount": 2170, "successRate": 0.1610748218527316, "wilsonLowerBound": 0.1549640910369763 } } } }, "frameworkUpdatedAt": null, "generatedAt": "2026-10-09T02:40:06.457896+00:00", "gpuStats": { "Ascend_910-b3": { "available": true, "backlogHours": 1326.5714285714287, "canVerify": true, "error": null, "gpu": "Ascend_910-b3", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.003185588521192, "queueFactor": 0.9881331220494664, "queueWeight": 0.9881331220494664, "recentSuccess": 46, "recentSuccessRate": 0.36507936507936506, "recentTerminal": 126, "recentWilsonLowerBound": 0.2861613227026429, "running": 7, "selectionWeight": 0.9912809075804767, "stale": false, "submissionEligible": true, "throughputPerHour": 21.0, "waiting": 27858 }, "Ascend_910-b4": { "available": true, "backlogHours": 1225.0872483221476, "canVerify": true, "error": null, "gpu": "Ascend_910-b4", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 1.1303161032556432, "queueFactor": 1.0, "queueWeight": 1.0, "recentSuccess": 56, "recentSuccessRate": 0.37583892617449666, "recentTerminal": 149, "recentWilsonLowerBound": 0.30210983064038893, "running": 7, "selectionWeight": 1.1303161032556432, "stale": false, "submissionEligible": true, "throughputPerHour": 24.833333333333332, "waiting": 30423 }, "Cambricon_mlu-370-x4": { "available": true, "backlogHours": 1267.7037037037037, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x4", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.09129025029345235, "queueFactor": 0.9948838684154532, "queueWeight": 0.9948838684154532, "recentSuccess": 13, "recentSuccessRate": 0.16049382716049382, "recentTerminal": 81, "recentWilsonLowerBound": 0.09626063301383893, "running": 7, "selectionWeight": 0.09082319736056484, "stale": false, "submissionEligible": false, "throughputPerHour": 13.5, "waiting": 17114 }, "Cambricon_mlu-370-x8": { "available": true, "backlogHours": 413.06666666666666, "canVerify": true, "error": null, "gpu": "Cambricon_mlu-370-x8", "healthFactor": 1.0, "maxConcurrentTasks": 7, "qualityFactor": 0.25644227924419727, "queueFactor": 1.177123501074855, "queueWeight": 1.177123501074855, "recentSuccess": 29, "recentSuccessRate": 0.21481481481481482, "recentTerminal": 135, "recentWilsonLowerBound": 0.15393663891185383, "running": 7, "selectionWeight": 0.3018642335675451, "stale": false, "submissionEligible": true, "throughputPerHour": 22.5, "waiting": 9294 }, "Iluvatar_bi-100": { "available": true, "backlogHours": 53.76271186440678, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-100", "healthFactor": 1.0, "maxConcurrentTasks": 24, "qualityFactor": 0.05, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 11, "recentSuccessRate": 0.031073446327683617, "recentTerminal": 354, "recentWilsonLowerBound": 0.01743769600072396, "running": 5, "selectionWeight": 0.065, "stale": false, "submissionEligible": false, "throughputPerHour": 59.0, "waiting": 3172 }, "Iluvatar_bi-150": { "available": true, "backlogHours": 202.49999999999997, "canVerify": true, "error": null, "gpu": "Iluvatar_bi-150", "healthFactor": 1.0, "maxConcurrentTasks": 50, "qualityFactor": 0.18574592210075658, "queueFactor": 1.3, "queueWeight": 1.3, "recentSuccess": 36, "recentSuccessRate": 0.18, "recentTerminal": 200, "recentWilsonLowerBound": 0.1329455066253411, "running": 4, "selectionWeight": 0.24146969873098356, "stale": false, "submissionEligible": false, "throughputPerHour": 33.333333333333336, "waiting": 6750 }, "Iluvatar_mrv-100": { "available": true, "backlogHours": 2173.5348837209303, "canVerify": true, "error": null, "gpu": "Iluvatar_mrv-100", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.7049528056599421, "queueFactor": 0.9175929342523101, "queueWeight": 0.9175929342523101, "recentSuccess": 16, "recentSuccessRate": 0.37209302325581395, "recentTerminal": 43, "recentWilsonLowerBound": 0.2437613889377433, "running": 2, "selectionWeight": 0.6468597134549048, "stale": false, "submissionEligible": true, "throughputPerHour": 7.166666666666667, "waiting": 15577 }, "Kunlunxin_p-800": { "available": true, "backlogHours": 395.0, "canVerify": true, "error": null, "gpu": "Kunlunxin_p-800", "healthFactor": 1.0, "maxConcurrentTasks": 8, "qualityFactor": 0.3427865805282362, "queueFactor": 1.1850467636440811, "queueWeight": 1.1850467636440811, "recentSuccess": 33, "recentSuccessRate": 0.2391304347826087, "recentTerminal": 138, "recentWilsonLowerBound": 0.17564276494104578, "running": 6, "selectionWeight": 0.40621812787560746, "stale": false, "submissionEligible": true, "throughputPerHour": 23.0, "waiting": 9085 }, "MetaX_c-500": { "available": true, "backlogHours": 562.396551724138, "canVerify": true, "error": null, "gpu": "MetaX_c-500", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 0.2708020029024095, "queueFactor": 1.1238766687799402, "queueWeight": 1.1238766687799402, "recentSuccess": 26, "recentSuccessRate": 0.22413793103448276, "recentTerminal": 116, "recentWilsonLowerBound": 0.15779657235553665, "running": 4, "selectionWeight": 0.30434805292089573, "stale": false, "submissionEligible": true, "throughputPerHour": 19.333333333333332, "waiting": 10873 }, "Mthreads_s4000": { "available": true, "backlogHours": 2083.476923076923, "canVerify": true, "error": null, "gpu": "Mthreads_s4000", "healthFactor": 1.0, "maxConcurrentTasks": 4, "qualityFactor": 2.5, "queueFactor": 0.9234358879264579, "queueWeight": 0.9234358879264579, "recentSuccess": 36, "recentSuccessRate": 0.5538461538461539, "recentTerminal": 65, "recentWilsonLowerBound": 0.43337604317300876, "running": 4, "selectionWeight": 2.308589719816145, "stale": false, "submissionEligible": true, "throughputPerHour": 10.833333333333334, "waiting": 22571 }, "Sunrise_pt-200-x1": { "available": true, "backlogHours": 2981.8285714285716, "canVerify": true, "error": null, "gpu": "Sunrise_pt-200-x1", "healthFactor": 1.0, "maxConcurrentTasks": 2, "qualityFactor": 0.062488866505266985, "queueFactor": 0.8750898612302088, "queueWeight": 0.8750898612302088, "recentSuccess": 6, "recentSuccessRate": 0.17142857142857143, "recentTerminal": 35, "recentWilsonLowerBound": 0.08102529944856719, "running": 2, "selectionWeight": 0.05468337351852713, "stale": false, "submissionEligible": false, "throughputPerHour": 5.833333333333333, "waiting": 17394 }, "Vastai_va16": { "available": true, "backlogHours": 497.34653465346537, "canVerify": true, "error": null, "gpu": "Vastai_va16", "healthFactor": 1.0, "maxConcurrentTasks": 16, "qualityFactor": 0.22336990204974097, "queueFactor": 1.1447909525455764, "queueWeight": 1.1447909525455764, "recentSuccess": 39, "recentSuccessRate": 0.19306930693069307, "recentTerminal": 202, "recentWilsonLowerBound": 0.14457233429062008, "running": 16, "selectionWeight": 0.25571184293753507, "stale": false, "submissionEligible": false, "throughputPerHour": 33.666666666666664, "waiting": 16744 }, "hygon_k100-ai": { "available": true, "backlogHours": 1276.6813186813188, "canVerify": true, "error": null, "gpu": "hygon_k100-ai", "healthFactor": 1.0, "maxConcurrentTasks": 6, "qualityFactor": 1.1239090587934655, "queueFactor": 0.9938313159424644, "queueWeight": 0.9938313159424644, "recentSuccess": 36, "recentSuccessRate": 0.3956043956043956, "recentTerminal": 91, "recentWilsonLowerBound": 0.30133022884750355, "running": 6, "selectionWeight": 1.1169760189003664, "stale": false, "submissionEligible": true, "throughputPerHour": 15.166666666666666, "waiting": 19363 } }, "queueAttemptedAt": "2026-10-09T02:36:09.369196+00:00", "queueError": null, "queueUpdatedAt": "2026-10-09T02:36:09.369196+00:00", "supportedGpus": [ "Cambricon_mlu-370-x4", "Kunlunxin_p-800", "Vastai_va16", "Iluvatar_mrv-100", "Iluvatar_bi-150", "Ascend_910-b4", "Ascend_910-b3", "hygon_k100-ai", "MetaX_c-500", "Sunrise_pt-200-x1", "Iluvatar_bi-100", "Cambricon_mlu-370-x8", "Mthreads_s4000" ], "taskTypes": [ "text-generation" ], "throughputWindowHours": 6, "version": 3 }